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Teoriya Veroyatnostei i ee Primeneniya, 1995, Volume 40, Issue 2, Pages 324–346 (Mi tvp3480)  

Robust algorithms of the type of stochastic approximation (continuous time)

S. V. Lototskii

Institute of Control Sciences
Abstract: The paper considers the problem of estimating an unknown drift parameter $\theta$ with observations $yt=\theta+\xi_t$ where $\xi_t$ is a stationary ergodic process. We prove strong consistency and asymptotic normality for the nonlinear estimation of the type of stochastic approximation
$$ \hat\theta=\theta_0+\int_0^t\frac{H(y_s-\hat\theta_s)}{(1+s)a_s}\,ds. $$
A method of choosing optimal (in the sense of limit variance) estimation of a function $H$ is offered.
Keywords: nonlinear estimation of a drift parameter, robustness, stochastic approximation.
Received: 02.04.1992
English version:
Theory of Probability and its Applications, 1995, Volume 40, Issue 2, Pages 309–328
DOI: https://doi.org/10.1137/1140033
Bibliographic databases:
Language: Russian
Citation: S. V. Lototskii, “Robust algorithms of the type of stochastic approximation (continuous time)”, Teor. Veroyatnost. i Primenen., 40:2 (1995), 324–346; Theory Probab. Appl., 40:2 (1995), 309–328
Citation in format AMSBIB
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\by S.~V.~Lototskii
\paper Robust algorithms of the type of stochastic approximation (continuous time)
\jour Teor. Veroyatnost. i Primenen.
\yr 1995
\vol 40
\issue 2
\pages 324--346
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\mathscinet{http://mathscinet.ams.org/mathscinet-getitem?mr=1346470}
\zmath{https://zbmath.org/?q=an:0898.62102}
\transl
\jour Theory Probab. Appl.
\yr 1995
\vol 40
\issue 2
\pages 309--328
\crossref{https://doi.org/10.1137/1140033}
\isi{https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=Publons&SrcAuth=Publons_CEL&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=A1996VE35900010}
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